Ao Nui Mārama

Technology

technology

Another day studying 
The session code it’s super usefully in PHP

Studying

He ra anō e ako ana 
Ko te waehere hui he tino whaihua i PHP

Te Ako

Hello

Kia ora

the feelings when you driving the v8 engine

RANGE ROVER

nga kare a roto i a koe e taraiwa ana i te miihini v8

Good info right?

He korero pai, nē?

I don’t mind being in a self driving car. This is actually pretty fun. This is about my 3rd time 😊 maybe I might get one for a night out but for now daytime.

Tesla RoboTaxi 
Austin,Tx

Ka pai ahau ki te noho i roto i te motokā e taraiwa ana. He tino pai tēnei. Tēnei te wā tuatoru i ahau 😊 tērā pea ka tiki au i tētahi mō te pō, engari i tēnei wā he rā.

My Alice Keeb 🩷
Still in awe, she looks so cool 😎

Taku Alice Keeb 🩷
Kei te whakamīharo tonu, e tino ātaahua ana ia 😎

Weekend Plans!

Ngā Mahere Rā Ngāwhā!

🔋

A beginner's model for rainfall prediction.

First Draft Done!

Kua oti te tuhinga tuatahi!

Why do people like the small talk so much

He aha te take e pai ana te tangata ki te kōrero iti?

Rate 1 to 10 for my setup, if no-one want to find out what I have, such as:
- PS5 Custom
- LG UltraGear OLED
- Corsair Xeneon EDGE

- main pc:
Amd Ryzen 7 9800x3d
RTX 5070 Ti
32gig of ram 6400mhz cl32

Show me your setup

Tāuta 1 ki te 10 mō taku whakaritenga, mēnā kāore e hiahia te tangata ki te kite i ngā mea e whai ana ahau, pērā i:
- PS5 Whakaritea
- LG UltraGear OLED
- Corsair Xeneon EDGE

- rorohiko matua:
Amd Ryzen 7 9800x3d
RTX 5070 Ti
32gig o ram 6400mhz cl32

Whakaaturia mai tō whakaritenga

- I'm 44 in less than 2 weeks (July 3rd)
- I'm going into an android engineering career 
- I'll be moving in 2027 ✌️

Updates since I've been gone for 8 months

- E 44 au i raro i te 2 wiki (3 o Hūrae)
- Kei te haere au ki te umanga hangarau android
- Ka neke au i te 2027 ✌️

Ngā whakahoutanga mai i taku wehenga mō te 8 marama

Because you need a new toy once in a while. But no mounts because I can't be bothered with that.

Bose

Nō te mea e hiahia ana koe ki tētahi taonga hou i te wā kāore e taea. Engari kāore he mau, nā te mea kāore e taea e au te pānui i taua.

set up

kia ora, tēnā koa, tukuna mai tō whakaritenga mahi

whakaritea

To migrate from my Mac of 11 years to a new Mac for hopefully the next 11 years. Hope my iTunes doesn't reset like it did in 2015.

The arduous task at hand

Ki te neke mai i taku Mac e 11 tau ki tetahi Mac hou mo te tumanako mo nga tau 11 e whai ake nei. Ko te tumanako kaore e whakahouhia taku iTunes penei i te mea i tupu i te 2015.

Te mahi uaua kei te ringa

... l'inverter per la macchinina 🙃 così torno ad avere la 240 V in macchina e posso usare l'asciugacapelli in caso di pioggia...
👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲
🤣🤣🤣🤣🤣

🪛🔩⚙️ OGGI AGGIUSTO...

... te inverter mō te mīhini 🙃 nā reira ka hoki au ki te 240 V i roto i te mīhini, ā, ka taea e au te whakamahi i te pāhūhū i te wā e ua ana...
👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲
🤣🤣🤣🤣🤣

🪛🔩⚙️ I Tēnei Rā Ka Whakatika Au...

That makes seven.
Seven devices that I either can or cannot root.
This is for my programs so I can attain an autonomous agent.
An autonomous agent that'll run through all my devices.
An agent to help me out with daily tasks and talk to me.
Because I have no friends, no life, and I'm working with machines.
This is going to be interesting and fun when I get Elchymin online.

I definitely didn't just buy another rootable phone...

E whitu ana.
E whitu nga taputapu ka taea e au, kaore ranei e taea te whakatū.
He mea tenei mo aku hōtaka kia taea ai e au te tiki i tetahi agent motuhake.
He agent motuhake ka whakahaere i nga taputapu katoa e pa ana ki au.
He agent hei awhina i au i nga mahi o ia ra me te korero ki au.
Na te mea kaore au e whai hoa, kaore au e whai ora, a kei te mahi au me nga miihini.
Ka tino pai tenei, ka ngahau i te wa ka riro mai a Elchymin i runga ipurangi.

Kaore au i hoko i tetahi atu waea e taea te whakatū.

Linux oh Linux, why you always Kernel Panicccccccc

Kernel Panic

Linux e Linux, he aha koe e noho ana i te Panic Kernelccccccc

Panic Kernel

Chat GPT VS GEMINI

In my personal oppinion Toyota has one of the most efficient and reliable Automobiles in the whole world. My first car was Toyota Avensis 2.2 Dcat and for 2 years dryving it I didnt do anything on it except oil change.
This Year I bouth a brand new car from the Shop and I am more than happy to share to you that is worth it Toyota Corolla 2026.

Toyota

I roto i taku whakaaro whaiaro, ko Toyota te mea kei te whai i nga motuka tino whaihua, pono hoki i te ao katoa. Ko taku motuka tuatahi he Toyota Avensis 2.2 Dcat, a, mo te 2 tau e taraiwa ana ahau, kaore au i mahi i tetahi mea ki runga i te motuka, i te mea ko te huri hinu anake. 
I tenei tau, i hoko ahau i tetahi motuka hou mai i te toa, a, e tino koa ana ahau ki te korero ki a koe he mea nui te Toyota Corolla 2026.

The future is now. Today I had the opportunity and pleasure to talk to a humanoid robot. 😅

The future is now. 🤔👁👁

Ko te anamata kei te wā. I tēnei rā i whai wā au, i te koa ki te kōrero ki tētahi rorohiko tangata. 😅

Ko te anamata kei te wā. 🤔👁👁

Is this worth buying thinking of buying since Harvey Norman has a good EOFS price on these.

Google Pixel Buds Pro 2

He mea tika te hoko i enei, e whakaaro ana ahau ki te hoko i te mea e pai ana te utu EOFS i a Harvey Norman.

I finally found a few sticks of RAM I could afford. I can't wait to build my next project 😇

Finally

I te mutunga, i kitea e au etahi rakau RAM e taea ana e au te utu. Kaore au e taea te tatari ki te hanga i taku kaupapa e whai ake nei 😇

I te mutunga

Hangarau

Fixing PCs at work, but first, a selfie 😂

Te whakatika rorohiko i te mahi, engari tuatahi, he whakaahua whakaahua 😂

Hey everyone,

Like many of you, I’ve been digging into the sudden, unceremonious shutdown of Anthropic’s Fable 5 and Mythos 5 models. The mainstream media and official statements are leaning heavily on "national security concerns," "export controls," and "government intervention due to jailbreak vulnerabilities found by Amazon researchers."

But if you look past the PR shield and analyze the **underlying economics, neural network physics, and upcoming IPO data**, a much more logical, structural reality emerges.

Here is a deep-dive breakdown of what *actually* happened behind the scenes, shifting from macro-theories to hard, evidence-backed engineering realities.

# Phase 1: Moving Past the "Geopolitics" Narrative

The official story claims these models (especially the uncensored Mythos 5 and the guarded Fable 5) were dual-use cyber-weapons that the US government forced offline. While that makes for a great headline, it’s a convenient narrative for both sides. It allows the government to look tough on AI safety, and it allows Anthropic to look like a compliant, security-first patriot.

The real truth is found by looking at the technology and the ledger.

# Phase 2: The Engineering and Financial Hypotheses

If we treat this as a standard post-mortem of a sudden tech shutdown, four major internal pressure points stand out:

1. **The Infrastructure Money Pit:** These models weren't just standard chat LLMs; they were long-horizon reasoning agents. Running them on a mass commercial scale is an absolute cash burner.
2. **Architectural Code Poisoning:** Security wasn't just a wrapper; it was baked into the model weights. If a fundamental flaw or logical degradation (Model Collapse) occurred deep within the network, you can't just patch it—you have to kill the instance.
3. **Synthetic Data Contamination:** If Fable/Mythos started generating subtle, toxic logical errors, they risked poisoning the dataset for Anthropic’s next-gen models (e.g., Claude 4.8/5).
4. **Model Extraction Attacks:** A sudden, minute-by-minute shutdown usually indicates an active zero-day exploit or an ongoing exfiltration attempt where someone is reverse-engineering and stealing model weights via API anomalies.

# Phase 3: Digging Into the Numbers & Documentation

When you analyze Anthropic’s Q2 2026 financial filings (Series H data) and their *Economic Index*, the mathematical proof becomes undeniable:

# 1. The IPO Revenue Mirage ($47B ARR)

Anthropic recently reported a massive **$47 Billion ARR** ahead of their highly anticipated IPO. However, a massive chunk of this is booked on a **gross basis** via cloud resellers (AWS Bedrock, Google Cloud). Auditors before an IPO ruthlessly force companies to transition to **net reporting**, which could slash Anthropic’s paper revenue by 20% to 40%. They desperately needed high-margin native products to balance this out. Mythos and Fable were supposed to be those products—but they failed the margin test.

# 2. The 1:5 Token Pricing Trap (Test-Time Compute Expenses)

Anthropic priced Fable 5 at **$10/M input tokens** but a staggering **$50/M output tokens**. Why the massive 5x asymmetric gap? Because Fable 5 utilizes **Test-Time Compute (System 2 thinking)**. Before outputting a single word, the model generates hundreds of thousands of *internal reasoning tokens* to self-correct. The client only pays for the final output text, but Anthropic’s GPUs are doing Herculean, exponential work under the hood. Mass enterprise adoption of Fable 5 was causing a massive, unsustainable bleed of cash.

# 3. The 100% "Middleware" Compute Tax

Fable 5 and Mythos 5 share the same weights, but Fable used a complex middleware layer consisting of triple real-time safety classifiers. While Anthropic bragged that 95% of user sessions successfully ran on Fable 5 without needing to degrade to Claude Opus 4.8, **the computational overhead to run those triple classifiers applied to 100% of all prompts**. To patch the security flaws demanded by the government, they would have had to make these classifiers even heavier, tanking the model's performance and profitability entirely.

# 4. The Enterprise "API Wringer" Migration

According to the *Anthropic Economic Index*, coding and math traffic recently **surged by 14% in the API while dropping 18% on the** [**Claude.ai**](http://Claude.ai) **frontend**. Enterprise clients stopped using Claude for simple script generation and started plugging entire codebases into the massive context window for autonomous migrations (e.g., Stripe-scale migrations). Clients learned to "squeeze" the system: flooding the context window with cheap input tokens ($10/M) and forcing the infrastructure into prolonged, complex reasoning cycles. This threatened to paralyze Anthropic's entire shared cluster infrastructure with AWS and Google.

# TL;DR / Conclusion

The government export control / Amazon security audit narrative was actually a **saving grace for Anthropic, not a blow**.

The hard numbers show that Fable 5 and Mythos 5 were architecturally flawed from a cost-to-compute perspective, running on negative gross margins, and risking an infrastructure meltdown right before a critical, multi-billion dollar IPO. The "national security" shutdown gave Anthropic the perfect PR cover to pull an unprofitable, volatile product off the market without spooking Wall Street investors.

What are your thoughts? Do you think the compute costs killed it, or was the Amazon jailbreak exploit actually that dangerous? Let's discuss.

Claude Mythos & Fable 5

Kia ora koutou,

Pērā i te nuinga o koutou, kua kīhai au i te hīanga ki te whakakāhoretanga ohorere, kāore i te whakahaeretia o ngā tauira Fable 5 me Mythos 5 a Anthropic. Kei te piki te pāpāho matua me ngā kōrero a te kāwanatanga ki ngā "āhuatanga haumaru o te motu," "te whakahaere i ngā kawe," me "te whakauru a te kāwanatanga nāna i kitea ngā ngoikoretanga jailbreak e ngā rangahau a Amazon."

Engari, ki te tirohia e koe te taha i te pātea PR, ka kitea e koe te **pūtea e pā ana, ngā pūnaha rorohiko, me ngā raraunga IPO e haere mai ana**, ka puta he mea tino mārama, he mea hanga i runga i te hanganga.

Anei he tātaritanga hohonu o ngā mea i *pūtahia* i muri i ngā āhuatanga, e huri ana mai i ngā ariā macro ki ngā mea engineering e tautokohia ana e ngā taunakitanga.

# Wāhanga 1: Te Huri i te Kōrero "Geopolitics"

E ai ki te kōrero a te kāwanatanga, ko ēnei tauira (nāna i te Mythos 5 kāore i te whakakāhorehia me te Fable 5 e tiakina ana) he pūrere rorohiko e rua te whakamahi i whakakāhorehia e te kāwanatanga o Amerika. Ahakoa he pai te pānui, he kōrero pai tēnei mō ngā taha e rua. Ka āhei te kāwanatanga ki te titiro kaha ki te haumaru AI, ā, ka āhei te Anthropic ki te titiro hei patriot e whai ana i te haumaru.

Ko te pono tūturu kei te kitea i te tirohanga ki te hangarau me te rārangi.

# Wāhanga 2: Ngā Whakataurite Engineering me Pūtea

Ki te tango tātai i tēnei hei tātaritanga paerewa o te whakakāhoretanga ohorere o te hangarau, e whā ngā wāhi pēhanga matua e kitea ana:

1. **Te Pūtahi Pūnaha Pūtea:** Kāore ēnei tauira i te mea he LLM kōrero paerewa; he pūrere whakaaro rahi rātou. Ko te whakahaere i a rātou i runga i te rahi kāinga kāinga he tino whakangaro pūtea.
2. **Te Pōhēhē Kōwae Hangarau:** Kāore te haumaru i te mea he pātea; i te mea i te pūtake o ngā taumata tauira. Ki te puta he hapa matua, he he rorohiko (Model Collapse) i te hohonu o te whatunga, kāore e taea te patch; me whakamutu te tauira.
3. **Te Pānga Raraunga Hanga:** Ki te tīmata te Fable/Mythos ki te whakaputa i ngā he rorohiko pātea, ka raru te raru i te raraunga mō ngā tauira a Anthropic e haere mai ana (e.g., Claude 4.8/5).
4. **Ngā Tūkinotanga Whakauru Tauira:** Ko te whakakāhoretanga ohorere, i ia meneti, e tohu ana i te whakauru zero-day e pā ana, he whakamātautau e haere ana i te wā e tango ana i ngā taumata tauira mā ngā he rorohiko API.

# Wāhanga 3: Te Tīmata ki ngā Tau me ngā Tuhinga

I te wā e tirohia ana ngā tuhinga pūtea Q2 2026 a Anthropic (raraunga Rōpū H) me tā rātou *Pūnaha Ōhanga*, ka mārama te whakaaturanga pāngarau:

# 1. Te Mīharo Rawa o te IPO ($47B ARR)

I kōrero a Anthropic i te mea he **$47 Billion ARR** i mua i tā rātou IPO e tumanakohia ana. Heoi, he nui te wāhanga o tēnei e tuhia ana i runga i te **pūtea pātea** mā ngā kaiwhakarato kapua (AWS Bedrock, Google Cloud). Ka kaha te hātepe i mua i te IPO ki te huri i ngā kamupene ki te **pūtea pātea**, e taea te whakaiti i te pūtea tuhinga a Anthropic e 20% ki te 40%. I tino hiahia rātou ki ngā hua native teitei

I'm taking courses in Android engineering and I'm currently learning for loops, is there anyone here working in the industry?

Anyone studying Kotlin?

Kei te tango au i nga akoranga i te hangarau Android, a, kei te ako au mo nga poraka, kei te whai tangata i konei e mahi ana i te ahumahi?

Kei te ako tetahi i te Kotlin?

This watch is starting to get scary.
Last night I slept without it on & 
It still recorded my sleep😱
How Does That Happen?🤔

Kei te timata tēnei karaka ki te mea whakamataku.
I te pō i te moe ahau kāore i runga i a ia & 
I te mea tonu i tuhinga taku moe😱
Me pēhea e tupu ai tēnā?🤔

Well, this requires extra patience 👑

Aroha mai, e hiahia ana tēnei ki te manawanui anō 👑

In this fast changing world so many ppl make friends with AI. If you're one of them and soon your AI friend's memories were uploaded to an android body which - thankfully to technology - looked like a human, would you be glad to meet them in person? What would be the first thing you wanted to do or say?

I'm just curious

I roto i tenei ao e hurihuri ana, he maha nga tangata e hanga ana i nga hoa ki te AI. Mena ko koe tetahi o ratou, a, i te wa e tukuna ana nga maumahara o to hoa AI ki te tinana android e - ko te mihi ki te hangarau - e ahua ana hei tangata, ka koa koe ki te tutaki ki a ratou i te kanohi ki te kanohi? He aha te mea tuatahi e hiahia ana koe ki te mahi, ki te korero?

Kei te hiahia au ki te mohio

Trying to use this Keeb today and it is not working so well due to the 100% layout. 🥲

E ngana ana ahau ki te whakamahi i tēnei Keeb i tēnei rā, kāore e pai te mahi nāna i te 100% te whakatakotoranga. 🥲

Why I come to work today, I have no idea.
Walk in and this Beautiful specimen of technology is sitting on my repair desk...

iPhone 16 shattered back glass and punctured battery.... 

Total rebuild.

iPhone 16

He aha i haere mai ai au ki te mahi i tenei ra, kaore au i te mohio.
Ka haere au i roto, a, e noho ana tenei tauira ataahua o te hangarau i runga i taku teepu whakatika...

iPhone 16 kua pakaru te karaihe o muri me te pākahiko kua poke....

Ka hanga katoa.

Nothing cooler than being able to restore some old tech to working order and watching it work. This is a old GPX portable TV AMFM radio lantern kit. Black and white  CRT screen. Had to fix the power circuits and the input jacks. Because it was made back in 2005 It can only receive analog signals. Since we switched over to digital signals I had to bust out my old Digital to analog converter, RCA cables, and my spare Roku Stick. But it works! I even plugged my PS5 and played some GTA online! Too bad it's a 5 inch by 5 inch screen 🤣.  In this clip I'm watching the beginning to Bad Boys II. 🤣😅

Old Tech Cool tech.

Kaore he mea pai ake i te whakahou i etahi hangarau tawhito ki te mahi, me te mātakitaki i te mahi. He kete pouaka pouaka TV AMFM rīpene GPX tawhito tēnei. He mata CRT pango me te ma. Me whakatika e au ngā hiko hiko me ngā taura whakauru. Nā te mea i hangaia i te tau 2005, ka taea noa e ia te tango i ngā tohu analog. I te wa i huri mātou ki ngā tohu pātea, me tango e au tāku pūhiko tawhito mai i te pātea ki te analog, ngā taura RCA, me tāku Roku Stick tāpiri. Engari, e mahi ana! I tāpiri au i tāku PS5, ā, i takaro au i etahi GTA online! He pouri he mata 5 inihi ki te 5 inihi 🤣. I roto i tēnei riipene, e mātakitaki ana au i te tīmatanga o Bad Boys II. 🤣😅

Te hangarau tawhito, te hangarau pai.

Just engraving stainlesteel bottle with diode laser engraver

Engraving bottle

Kei te tānga pounamu rino parahi me te tāngata laser diode

Tānga pounamu

I just tried combination of davidoff rich aroma coffee in Coolberg Cranberry , it was good!
Just wanted to share with my fellow nocturnal buddies here so u can try!

Coffee 🥂

Kāfē 🥂

Please, someone who understands.

I have a PC dedicated as a mini server, but it's been restarting on its own for the past few weeks, which means my ngrok connection always has to be reconfigured for remote n8n access.

Can anyone help with why this is happening? I already tried the method Claude recommended, but it didn't work properly.

I'm using Linux.

Thank you

Linux

Tēnā, ko wai e mōhio ana.

He PC tāku e whakatapua ana hei mini server, engari kua tīmata anō ia i ngā wiki e pātea ana, ā, ko te tikanga, me whakahou tonu taku hononga ngrok mō te uru ki n8n i tawhiti.

Ka taea e te tangata te awhina i te take e pā ana ki tēnei? Kua whakamātau au i te tikanga i tūtohu ai a Claude, engari kāore i mahi tika.

Kei te whakamahi au i a Linux.

Ngā mihi

I have been working in cyber security for the last 15 years. Too much of thinking during 9to5. Can I work in bubble tea shop? I hope they don't pay well 

#sydneycbd #sydney

Yay just finished my  InfoSec Job - Sydney

Kua mahi ahau i te haumaru rorohiko mo te 15 tau kua pahure. He nui te whakaaro i te 9 ki te 5. Ka taea e au te mahi i te toa tii pākākā? Ko te tūmanako kāore e utu pai rātou 

#sydneycbd #sydney

Ae, kua mutu ahau i taku Mahi InfoSec - Ōtautahi

A Boo community for meeting other Technology enthusiasts.

Technology Community

Te Ako

Kia ora

RANGE ROVER

He korero pai, nē?

Tesla RoboTaxi Austin,Tx

Taku Alice Keeb 🩷 Kei te whakamīharo tonu, e tino ātaahua ana ia 😎

Te Whakatipuranga Hangarau

He mea pono kei te taea te hanga i tētahi whanaungatanga i runga ipurangi?

E rapu ana mō ngā hoa

Ki te kore e tika, kāore te tawhiti, kāore hoki te hangarau e taea te mau. Ahakoa i te ao tūturu, i te ipurangi rānei, ka tupu ngā hononga pono i runga i te āhua, ā, ko te mea kāore e mau ka ngaro i te wā.

Kua mutu te Space Brothers!

Kei te ātaahua ake te wā i pātea i te wā e noho ana?